| 2025 | IJCNN | Multimodal Graph Learning and Sequential Modeling for Video Recommendation. | Khalil Bachiri, Ali Yahyaouy, Maria Malek, Nicoleta Rogovschi |
| 2023 | ICMLA | Multi -View Clustering Using Sparse Non-Negative Matrix Factorization for Recommendation Systems. | Khalil Bachiri, Faouzi Boufars, Maria Malek, Nicoleta Rogovschi, Ali Yahyaouy |
| 2018 | ICANN | A Topological k-Anonymity Model Based on Collaborative Multi-view Clustering. | Sarah Zouinina, Nistor Grozavu, Youns Bennani, Abdelouahid Lyhyaoui, Nicoleta Rogovschi |
| 2017 | IJCNN | t-Distributed stochastic neighbor embedding spectral clustering. | Nicoleta Rogovschi, Jun Kitazono, Nistor Grozavu, Toshiaki Omori, Seiichi Ozawa |
| 2016 | AISTATS | Model-based Co-clustering for High Dimensional Sparse Data. | Aghiles Salah, Nicoleta Rogovschi, Mohamed Nadif |
| 2016 | ICONIP | t-Distributed Stochastic Neighbor Embedding with Inhomogeneous Degrees of Freedom. | Jun Kitazono, Nistor Grozavu, Nicoleta Rogovschi, Toshiaki Omori, Seiichi Ozawa |
| 2016 | IJCNN | Automated topological co-clustering using fuzzy features partition. | Nistor Grozavu, Gunal Cabanes, Hatim Chahdi, Nicoleta Rogovschi |
| 2016 | SDM | Stochastic Co-clustering for Document-Term Data. | Aghiles Salah, Nicoleta Rogovschi, Mohamed Nadif |
| 2015 | ICONIP | Spectral Clustering Trough Topological Learning for Large Datasets. | Nicoleta Rogovschi, Nistor Grozavu, Lazhar Labiod |
| 2015 | ICONIP | An Efficient Incremental Collaborative Filtering System. | Aghiles Salah, Nicoleta Rogovschi, Mohamed Nadif |
| 2015 | MVA | VHR satellite image segmentation based on topological unsupervised learning. | Nistor Grozavu, Nicoleta Rogovschi, Gunal Cabanes, Andres Troya-Galvis, Pierre Ganarski |
| 2014 | IJCNN | Opinion retrieval through unsupervised topological learning. | Nicoleta Rogovschi, Nistor Grozavu |
| 2013 | IJCNN | Incremental learning from several different microarrays. | Vladimir Nikulin, Nicoleta Rogovschi, Nistor Grozavu |
| 2013 | IJCNN | A topographical nonnegative matrix factorization algorithm. | Nicoleta Rogovschi, Lazhar Labiod, Mohamed Nadif |
| 2012 | IJCNN | A spectral algorithm for topographical Co-clustering. | Nicoleta Rogovschi, Lazhar Labiod, Mohamed Nadif |
| 2011 | ICONIP | Weighted Topological Clustering for Categorical Data. | Nicoleta Rogovschi, Mohamed Nadif |
| 2011 | IJCNN | Probabilistic Self-Organizing Maps for multivariate sequences. | Rakia Jaziri, Mustapha Lebbah, Nicoleta Rogovschi, Youns Bennani |
| 2008 | ICMLA | Probabilistic Mixed Topological Map for Categorical and Continuous Data. | Nicoleta Rogovschi, Mustapha Lebbah, Youns Bennani |
| 2007 | IJCNN | BeSOM : Bernoulli on Self-Organizing Map. | Mustapha Lebbah, Nicoleta Rogovschi, Youns Bennani |